Results
ggplotly(sim_lu %>%
group_by(Name, position, Salary) %>%
dplyr::summarize(lu = n_distinct(lineup)) %>%
ungroup() %>%
group_by(position) %>%
top_n(10, lu) %>%
ungroup() %>%
arrange(position, desc(lu)) %>%
mutate(Name = factor(Name),
Name = fct_reorder(Name, lu),
pct = round(lu / n_sims, 3) * 100) %>%
ggplot(aes(x = Name, y = pct, fill = Salary,
text = paste(Name, "in", lu, "lineups with", Salary, "salary"))) +
geom_bar(stat = "identity") +
facet_wrap(~position, ncol = 2, scales = "free_y") +
coord_flip() +
scale_fill_viridis_c() +
xlab("") +
ylab("Lineups (thousands)") +
ggtitle("Top 10 Players By Position")) %>%
ggplotly(tooltip = "text")
plyr_lu <- sim_lu %>%
group_by(Name, position) %>%
dplyr::summarize(lu=n_distinct(lineup)) %>%
ungroup()
ggplotly(projections %>%
filter(avg_type=='weighted') %>%
mutate(Name = ifelse(pos=="DST", last_name, paste(first_name, last_name))) %>%
inner_join(fan_duel, by = c("Name", "position")) %>%
select(Name, team, position, points, Salary, sd_pts) %>%
left_join(plyr_lu, by='Name') %>%
replace_na(list(lu=0)) %>%
mutate(lu_bin=ifelse(lu==0, '0 Lineups', '>=1 Lineups'),
lu_5=cut(lu,5, labels = FALSE)) %>%
ggplot(aes(x=Salary, y=points, color=lu_bin, size=sd_pts, text=Name)) +
geom_point() +
theme_minimal() +
scale_color_manual(values = c('red', 'blue'), name="") +
geom_smooth(inherit.aes = FALSE, aes(x=Salary, y=points), method = 'lm') +
ylab('Projected Points') +
xlab('Salary') +
ggtitle('Who makes it into Optimized Lineups?') +
scale_x_continuous(labels=scales::dollar))
lu_df <- sim_lu %>%
group_by(lineup) %>%
dplyr::summarize(lineup_pts=sum(pts_pred),
lineup_sd=sum(sd_pts)) %>%
ungroup()
pto <- psel(lu_df, low(lineup_sd) * high(lineup_pts))
ggplotly(ggplot(lu_df, aes(y=lineup_pts, x=lineup_sd, text = paste0("Lineup: ", lineup))) +
geom_point() +
geom_point(data=pto, size=5) +
ylab('Lineup Points') +
xlab('Lineup Points St Dev') +
ggtitle('Lineup Points vs. Uncertainty',
subtitle = 'Pareto Lineups Bolded'))
psel(lu_df, low(lineup_sd) * high(lineup_pts)) %>%
left_join(sim_lu, by='lineup') %>%
group_by(lineup) %>%
arrange(lineup_pts, position, desc(Salary)) %>%
select(lineup, lineup_pts, lineup_sd, Name, team, position, pts_pred, sd_pts, Salary) %>%
mutate_at(vars(lineup_pts, lineup_sd, pts_pred, sd_pts), function(x) round(x, 2)) %>%
knitr::kable() %>%
kable_styling(fixed_thead = T) %>%
column_spec(1:3, bold=TRUE) %>%
collapse_rows(columns = 1:3, valign = 'top') %>%
scroll_box(height = '700px', width = '100%')
|
lineup
|
lineup_pts
|
lineup_sd
|
Name
|
team
|
position
|
pts_pred
|
sd_pts
|
Salary
|
|
398
|
130.88
|
2.55
|
Russell Wilson
|
SEA
|
QB
|
24.35
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.90
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.96
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.41
|
0.26
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
14.00
|
0.28
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.67
|
0.06
|
6400
|
|
Tre’Quan Smith
|
NOS
|
WR
|
9.65
|
0.16
|
5300
|
|
George Kittle
|
SFO
|
TE
|
14.59
|
0.76
|
7700
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.35
|
0.03
|
3700
|
|
5097
|
131.56
|
3.10
|
Russell Wilson
|
SEA
|
QB
|
24.14
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.81
|
0.18
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.65
|
0.36
|
7300
|
|
Giovani Bernard
|
CIN
|
RB
|
14.47
|
0.26
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
13.87
|
0.28
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.64
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.70
|
0.41
|
5900
|
|
Travis Kelce
|
KCC
|
TE
|
14.33
|
0.22
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
3.95
|
0.67
|
2500
|
|
6396
|
133.02
|
3.18
|
Russell Wilson
|
SEA
|
QB
|
25.52
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.86
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.62
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
13.97
|
0.26
|
5900
|
|
Keenan Allen
|
LAC
|
WR
|
15.55
|
0.66
|
7400
|
|
Tyler Boyd
|
CIN
|
WR
|
12.62
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.35
|
0.41
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
12.17
|
0.77
|
6800
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.36
|
0.03
|
3700
|
|
1874
|
135.02
|
3.60
|
Lamar Jackson
|
BAL
|
QB
|
25.36
|
0.91
|
8300
|
|
Kareem Hunt
|
CLE
|
RB
|
19.09
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.86
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.36
|
0.26
|
5900
|
|
Stefon Diggs
|
BUF
|
WR
|
13.89
|
0.28
|
7100
|
|
Justin Jefferson
|
MIN
|
WR
|
14.75
|
0.87
|
6600
|
|
Tyler Boyd
|
CIN
|
WR
|
12.68
|
0.06
|
6400
|
|
Travis Kelce
|
KCC
|
TE
|
13.93
|
0.22
|
7900
|
|
New York Jets
|
NYJ
|
DST
|
5.11
|
0.67
|
2500
|
|
2563
|
135.15
|
3.69
|
Russell Wilson
|
SEA
|
QB
|
26.10
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.81
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.93
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.67
|
0.26
|
5900
|
|
Keenan Allen
|
LAC
|
WR
|
15.04
|
0.66
|
7400
|
|
Stefon Diggs
|
BUF
|
WR
|
13.94
|
0.28
|
7100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.70
|
0.06
|
6400
|
|
Darren Waller
|
LVR
|
TE
|
12.83
|
0.77
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
5.12
|
0.67
|
2500
|
|
2343
|
135.27
|
3.76
|
Russell Wilson
|
SEA
|
QB
|
25.61
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.65
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.85
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.11
|
0.26
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
16.63
|
1.24
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.69
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.86
|
0.41
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
13.43
|
0.77
|
6800
|
|
Seattle Seahawks
|
SEA
|
DST
|
6.43
|
0.03
|
3700
|
|
8719
|
135.36
|
3.81
|
Russell Wilson
|
SEA
|
QB
|
24.38
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
19.14
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.95
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.33
|
0.26
|
5900
|
|
Justin Jefferson
|
MIN
|
WR
|
13.23
|
0.87
|
6600
|
|
Tyler Boyd
|
CIN
|
WR
|
12.71
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.49
|
0.41
|
5900
|
|
George Kittle
|
SFO
|
TE
|
15.50
|
0.76
|
7700
|
|
New Orleans Saints
|
NOS
|
DST
|
7.64
|
0.44
|
3600
|
|
2605
|
135.59
|
4.12
|
Russell Wilson
|
SEA
|
QB
|
24.89
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.77
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.91
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.17
|
0.26
|
5900
|
|
Kenny Golladay
|
DET
|
WR
|
16.54
|
0.97
|
7600
|
|
Tyler Boyd
|
CIN
|
WR
|
12.67
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.46
|
0.41
|
5900
|
|
George Kittle
|
SFO
|
TE
|
14.94
|
0.76
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
5.23
|
0.67
|
2500
|
|
1589
|
136.68
|
4.28
|
Russell Wilson
|
SEA
|
QB
|
24.80
|
0.67
|
8700
|
|
Derrick Henry
|
TEN
|
RB
|
20.12
|
0.14
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.70
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.72
|
0.26
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
16.54
|
1.24
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.62
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.98
|
0.41
|
5900
|
|
Hunter Henry
|
LAC
|
TE
|
10.20
|
0.66
|
5600
|
|
New York Jets
|
NYJ
|
DST
|
6.01
|
0.67
|
2500
|
|
1189
|
137.05
|
4.48
|
Russell Wilson
|
SEA
|
QB
|
24.03
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.60
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.77
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.24
|
0.26
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
17.14
|
1.24
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.68
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.63
|
0.41
|
5900
|
|
Darren Waller
|
LVR
|
TE
|
13.52
|
0.77
|
6800
|
|
Denver Broncos
|
DEN
|
DST
|
8.46
|
0.75
|
3900
|
|
3852
|
137.76
|
4.60
|
Russell Wilson
|
SEA
|
QB
|
24.54
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.88
|
0.18
|
8200
|
|
Jonathan Taylor
|
IND
|
RB
|
16.23
|
0.36
|
7300
|
|
Giovani Bernard
|
CIN
|
RB
|
14.22
|
0.26
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
17.54
|
1.24
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.66
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.19
|
0.41
|
5900
|
|
George Kittle
|
SFO
|
TE
|
16.19
|
0.76
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
5.30
|
0.67
|
2500
|
|
2385
|
138.25
|
5.23
|
Russell Wilson
|
SEA
|
QB
|
25.67
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.96
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.91
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.47
|
0.26
|
5900
|
|
Tyler Lockett
|
SEA
|
WR
|
15.84
|
1.24
|
7200
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.98
|
0.41
|
5900
|
|
Nelson Agholor
|
LVR
|
WR
|
11.24
|
1.16
|
5000
|
|
Travis Kelce
|
KCC
|
TE
|
13.99
|
0.22
|
7900
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
10.19
|
0.95
|
4200
|
|
7
|
138.54
|
6.09
|
Russell Wilson
|
SEA
|
QB
|
25.18
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.90
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.75
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.30
|
0.26
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
18.25
|
0.51
|
9100
|
|
Cole Beasley
|
BUF
|
WR
|
11.24
|
0.90
|
5300
|
|
Anthony Miller
|
CHI
|
WR
|
13.97
|
1.67
|
5100
|
|
Hunter Henry
|
LAC
|
TE
|
10.57
|
0.66
|
5600
|
|
Kansas City Chiefs
|
KCC
|
DST
|
10.38
|
1.08
|
5000
|
|
6786
|
141.26
|
6.27
|
Russell Wilson
|
SEA
|
QB
|
24.42
|
0.67
|
8700
|
|
Kareem Hunt
|
CLE
|
RB
|
18.95
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.71
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.47
|
0.26
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
18.81
|
0.51
|
9100
|
|
Tyler Lockett
|
SEA
|
WR
|
18.91
|
1.24
|
7200
|
|
Justin Jefferson
|
MIN
|
WR
|
13.79
|
0.87
|
6600
|
|
Albert Okwuegbunam
|
DEN
|
TE
|
11.58
|
1.73
|
4700
|
|
New York Jets
|
NYJ
|
DST
|
4.63
|
0.67
|
2500
|
|
1038
|
143.38
|
10.59
|
Jarrett Stidham
|
NEP
|
QB
|
32.17
|
7.34
|
6500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.78
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.74
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
13.95
|
0.26
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
17.97
|
0.51
|
9100
|
|
Keenan Allen
|
LAC
|
WR
|
14.69
|
0.66
|
7400
|
|
Tyler Boyd
|
CIN
|
WR
|
12.65
|
0.06
|
6400
|
|
Darren Waller
|
LVR
|
TE
|
12.62
|
0.77
|
6800
|
|
New York Jets
|
NYJ
|
DST
|
4.81
|
0.67
|
2500
|
|
4177
|
144.50
|
11.14
|
Jarrett Stidham
|
NEP
|
QB
|
32.01
|
7.34
|
6500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.03
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.17
|
0.26
|
5900
|
|
David Montgomery
|
CHI
|
RB
|
12.23
|
0.10
|
5800
|
|
Davante Adams
|
GBP
|
WR
|
18.04
|
0.51
|
9100
|
|
Tyreek Hill
|
KCC
|
WR
|
16.08
|
0.62
|
8100
|
|
Keenan Allen
|
LAC
|
WR
|
16.19
|
0.66
|
7400
|
|
Hunter Henry
|
LAC
|
TE
|
10.45
|
0.66
|
5600
|
|
Detroit Lions
|
DET
|
DST
|
6.30
|
0.82
|
3400
|
|
8654
|
145.53
|
11.46
|
Jarrett Stidham
|
NEP
|
QB
|
31.61
|
7.34
|
6500
|
|
Kareem Hunt
|
CLE
|
RB
|
19.03
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.97
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.29
|
0.26
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
17.64
|
0.51
|
9100
|
|
Justin Jefferson
|
MIN
|
WR
|
14.18
|
0.87
|
6600
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.06
|
0.41
|
5900
|
|
Hunter Henry
|
LAC
|
TE
|
10.20
|
0.66
|
5600
|
|
Kansas City Chiefs
|
KCC
|
DST
|
10.53
|
1.08
|
5000
|
|
9705
|
147.22
|
12.00
|
Brett Rypien
|
DEN
|
QB
|
35.27
|
8.89
|
6100
|
|
Derrick Henry
|
TEN
|
RB
|
20.29
|
0.14
|
9500
|
|
Kareem Hunt
|
CLE
|
RB
|
18.94
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
13.43
|
0.26
|
5900
|
|
Tyler Boyd
|
CIN
|
WR
|
12.69
|
0.06
|
6400
|
|
Marquise Brown
|
BAL
|
WR
|
11.86
|
0.47
|
5900
|
|
Tre’Quan Smith
|
NOS
|
WR
|
9.82
|
0.16
|
5300
|
|
George Kittle
|
SFO
|
TE
|
14.50
|
0.76
|
7700
|
|
Kansas City Chiefs
|
KCC
|
DST
|
10.41
|
1.08
|
5000
|
|
630
|
147.80
|
12.59
|
Brett Rypien
|
DEN
|
QB
|
34.21
|
8.89
|
6100
|
|
Alvin Kamara
|
NOS
|
RB
|
19.77
|
0.75
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.69
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.22
|
0.26
|
5900
|
|
Tyreek Hill
|
KCC
|
WR
|
16.44
|
0.62
|
8100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.71
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.40
|
0.41
|
5900
|
|
George Kittle
|
SFO
|
TE
|
14.53
|
0.76
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
4.82
|
0.67
|
2500
|
|
1774
|
149.08
|
13.22
|
Brett Rypien
|
DEN
|
QB
|
33.40
|
8.89
|
6100
|
|
Kareem Hunt
|
CLE
|
RB
|
18.85
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.83
|
0.15
|
7000
|
|
Giovani Bernard
|
CIN
|
RB
|
14.40
|
0.26
|
5900
|
|
Davante Adams
|
GBP
|
WR
|
18.20
|
0.51
|
9100
|
|
Tyler Lockett
|
SEA
|
WR
|
16.46
|
1.24
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.70
|
0.06
|
6400
|
|
Darren Waller
|
LVR
|
TE
|
12.78
|
0.77
|
6800
|
|
Cincinnati Bengals
|
CIN
|
DST
|
6.46
|
1.17
|
3300
|
|
4515
|
149.37
|
13.59
|
Brett Rypien
|
DEN
|
QB
|
33.46
|
8.89
|
6100
|
|
Kareem Hunt
|
CLE
|
RB
|
18.89
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.22
|
0.26
|
5900
|
|
Myles Gaskin
|
MIA
|
RB
|
14.44
|
1.44
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
18.15
|
0.51
|
9100
|
|
Tyler Boyd
|
CIN
|
WR
|
12.64
|
0.06
|
6400
|
|
Brandon Aiyuk
|
SFO
|
WR
|
11.83
|
0.41
|
5900
|
|
George Kittle
|
SFO
|
TE
|
14.85
|
0.76
|
7700
|
|
Kansas City Chiefs
|
KCC
|
DST
|
10.89
|
1.08
|
5000
|
|
1752
|
149.93
|
13.63
|
Brett Rypien
|
DEN
|
QB
|
35.93
|
8.89
|
6100
|
|
Alvin Kamara
|
NOS
|
RB
|
20.57
|
0.75
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.68
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.18
|
0.26
|
5900
|
|
Keenan Allen
|
LAC
|
WR
|
15.05
|
0.66
|
7400
|
|
Tyler Lockett
|
SEA
|
WR
|
15.70
|
1.24
|
7200
|
|
Tyler Boyd
|
CIN
|
WR
|
12.60
|
0.06
|
6400
|
|
Hunter Henry
|
LAC
|
TE
|
8.93
|
0.66
|
5600
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
8.29
|
0.95
|
4200
|
|
3231
|
151.32
|
13.94
|
Brett Rypien
|
DEN
|
QB
|
37.46
|
8.89
|
6100
|
|
Alvin Kamara
|
NOS
|
RB
|
19.62
|
0.75
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.76
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
16.02
|
0.15
|
7000
|
|
Davante Adams
|
GBP
|
WR
|
17.26
|
0.51
|
9100
|
|
Tyler Lockett
|
SEA
|
WR
|
16.75
|
1.24
|
7200
|
|
Cole Beasley
|
BUF
|
WR
|
10.58
|
0.90
|
5300
|
|
Hunter Henry
|
LAC
|
TE
|
10.14
|
0.66
|
5600
|
|
New York Jets
|
NYJ
|
DST
|
4.74
|
0.67
|
2500
|
|
1272
|
151.65
|
14.51
|
Brett Rypien
|
DEN
|
QB
|
35.97
|
8.89
|
6100
|
|
Alvin Kamara
|
NOS
|
RB
|
19.73
|
0.75
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
18.93
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.35
|
0.26
|
5900
|
|
Tyreek Hill
|
KCC
|
WR
|
15.48
|
0.62
|
8100
|
|
Tyler Lockett
|
SEA
|
WR
|
16.42
|
1.24
|
7200
|
|
Nelson Agholor
|
LVR
|
WR
|
11.21
|
1.16
|
5000
|
|
George Kittle
|
SFO
|
TE
|
14.39
|
0.76
|
7700
|
|
New York Jets
|
NYJ
|
DST
|
5.16
|
0.67
|
2500
|
|
9666
|
152.55
|
14.63
|
Brett Rypien
|
DEN
|
QB
|
34.91
|
8.89
|
6100
|
|
Kareem Hunt
|
CLE
|
RB
|
18.97
|
0.18
|
8200
|
|
Giovani Bernard
|
CIN
|
RB
|
14.26
|
0.26
|
5900
|
|
Myles Gaskin
|
MIA
|
RB
|
13.39
|
1.44
|
5700
|
|
Davante Adams
|
GBP
|
WR
|
18.87
|
0.51
|
9100
|
|
Tyler Lockett
|
SEA
|
WR
|
17.07
|
1.24
|
7200
|
|
Brandon Aiyuk
|
SFO
|
WR
|
12.24
|
0.41
|
5900
|
|
George Kittle
|
SFO
|
TE
|
13.59
|
0.76
|
7700
|
|
Pittsburgh Steelers
|
PIT
|
DST
|
9.24
|
0.95
|
4200
|
|
656
|
155.23
|
14.71
|
Brett Rypien
|
DEN
|
QB
|
38.84
|
8.89
|
6100
|
|
Alvin Kamara
|
NOS
|
RB
|
20.10
|
0.75
|
9000
|
|
Kareem Hunt
|
CLE
|
RB
|
19.09
|
0.18
|
8200
|
|
Jamaal Williams
|
GBP
|
RB
|
15.77
|
0.15
|
7000
|
|
Davante Adams
|
GBP
|
WR
|
18.73
|
0.51
|
9100
|
|
Tyler Lockett
|
SEA
|
WR
|
16.72
|
1.24
|
7200
|
|
Anthony Miller
|
CHI
|
WR
|
10.75
|
1.67
|
5100
|
|
Hunter Henry
|
LAC
|
TE
|
10.25
|
0.66
|
5600
|
|
New York Jets
|
NYJ
|
DST
|
4.98
|
0.67
|
2500
|